{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "09fd10dd",
   "metadata": {},
   "source": [
    "## 复习"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af5678bd",
   "metadata": {},
   "source": [
    "复习1：上周内容，AI、API、机器学习的基本认知以及数据科学的基本流程"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e754ff43",
   "metadata": {},
   "source": [
    "* 1、API for AI 有哪些人工智能的分类\n",
    "> 1. 计算机视觉\n",
    "> 1. 语义识别\n",
    "> 1. 自然语言处理\n",
    "> 1. 推荐系统"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c794e79",
   "metadata": {},
   "source": [
    "## requests发送请求(GET)\n",
    "- r指的是response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b6171bcb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "r = requests.get('https://api.github.com/events')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ab031ba",
   "metadata": {},
   "source": [
    "## status_code作为响应状态"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "146fd80f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59189a08",
   "metadata": {},
   "source": [
    "## content作为响应内容(数据样态)\n",
    "- r.comtent\n",
    "> 1. 可以获取请求数据内容（HTML,Json）\n",
    "> 2. b是指bytes:二进制文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "735ea61f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b'[{\"id\":\"20972395184\",\"type\":\"PullRequestEvent\",\"actor\":{\"id\":49699333,\"login\":\"dependabot[bot]\",\"display_login\":\"dependabot\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/dependabot[bot]\",\"avatar_url\":\"https://avatars.githubusercontent.com/u/49699333?\"},\"repo\":{\"id\":310136530,\"name\":\"aws-github-ops/pr-regex-exclude\",\"url\":\"https://api.github.com/repos/aws-github-ops/pr-regex-exclude\"},\"payload\":{\"action\":\"opened\",\"number\":175,\"pull_request\":{\"url\":\"https://api.github.com/repos/aws-github-ops/pr-regex-exclude/pulls/175\",\"id\":891755281,\"node_id\":\"PR_kwDOEnxO0s41JxsR\",\"html_url\":\"https://github.com/aws-github-ops/pr-regex-exclude/pull/175\",\"diff_url\":\"https://github.com/aws-github-ops/pr-regex-exclude/pull/175.diff\",\"patch_url\":\"https://github.com/aws-github-ops/pr-regex-exclude/pull/175.patch\",\"issue_url\":\"https://api.github.com/repos/aws-github-ops/pr-regex-exclude/issues/175\",\"number\":175,\"state\":\"open\",\"locked\":false,\"title\":\"Bump minimist from 1.2.5 to 1.2.6\",\"user\":{\"login\":\"dependabot[bot]\",\"id\":49699333,\"node_id\":\"MDM6Qm90NDk2OTkzMzM=\",\"avatar_url\":\"https://avatars.githubusercontent.com/in/29110?v=4\",\"gravatar_id\":\"\",\"url\":\"https://api.github.com/users/dependabot%5Bbot%5D\",\"html_url\":\"https://github.com/apps/dependabot\",\"followers_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/followers\",\"following_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/following{/other_user}\",\"gists_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/gists{/gist_id}\",\"starred_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/starred{/owner}{/repo}\",\"subscriptions_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/subscriptions\",\"organizations_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/orgs\",\"repos_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/repos\",\"events_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/events{/privacy}\",\"received_events_url\":\"https://api.github.com/users/dependabot%5Bbot%5D/received_events\",\"type\":\"Bot\",\"site_admin\":false},\"body\":\"Bumps [minimist](https://github.com/substack/minimist) from 1.2.5 to 1.2.6.\\\\n<details>\\\\n<summary>Commits</summary>\\\\n<ul>\\\\n<li><a href=\\\\\"https://github.com/substack/minimist/commit/7efb22a518b53b06f5b02a1038a88bd6290c2846\\\\\"><code>7efb22a</code></a> 1.2.6</li>\\\\n<li><a href=\\\\\"https://github.com/substack/minimist/commit/ef88b9325f77b5ee643ccfc97e2ebda577e4c4e2\\\\\"><code>ef88b93</code></a> security notice for additional prototype pollution issue</li>\\\\n<li><a href=\\\\\"https://github.com/substack/minimist/commit/c2b981977fa834b223b408cfb860f933c9811e4d\\\\\"><code>c2b9819</code></a> isConstructorOrProto adapted from PR</li>\\\\n<li><a href=\\\\\"https://github.com/substack/minimist/commit/bc8ecee43875261f4f17eb20b1243d3ed15e70eb\\\\\"><code>bc8ecee</code></a> test from prototype pollution PR</li>\\\\n<li>See full diff in <a href=\\\\\"https://github.com/substack/minimist/compare/1.2.5...1.2.6\\\\\">compare view</a></li>\\\\n</ul>\\\\n</details>\\\\n<br />\\\\n\\\\n\\\\n[![Dependabot compatibility score](https://dependabot-badges.githubapp.com/badges/compatibility_score?dependency-name=minimist&package-manager=npm_and_yarn&previous-version=1.2.5&new-version=1.2.6)](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores)\\\\n\\\\nDependabot will resolve any conflicts with this PR as long as you don\\'t alter it yourself. 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     "execution_count": 3,
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     "output_type": "execute_result"
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       "     'message': 'Support for modifying hive external table resource properties through SQL (#3843)\\n\\n## What feature\\r\\n\\r\\nSupport for modifying hive external table resource properties through SQL\\r\\n\\r\\n## How to use \\r\\n```sql\\r\\n\\r\\nALTER RESOURCE \\'hive0\\' SET PROPERTIES (\"hive.metastore.uris\" = \"thrift://10.10.44.97:9083\")\\r\\n\\r\\n```\\r\\n\\r\\n## Why support this feature\\r\\n\\r\\nWhen using hive external tables, sometimes the uri of the metastore is changed. The existing method can only recreate the hive external resources, and rebuild all the downstream tables.\\r\\n\\r\\nBut now , you can use sql to dynamically modify the metastore uri ,but not need rebuild table downstreams .',\n",
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       "     'message': \"Support load rpc parallel & compress (#3704)\\n\\nParallel\\r\\nCurrently, StarRocks Loading Coordinator sends data along with a new write request to BE after the last request has responded.\\r\\nWhen we don't need to consider the order of loading data, it will become the bottleneck of load.\\r\\nSo we support parallel write requests when the user needs them.\\r\\n\\r\\nCompress\\r\\nCurrently, StarRocks Loading Coordinator send data along with a new write request to BE with RAW chunk data,\\r\\nAnd users generally use three replicas, it is easy to fill up the network bandwidth in large-scale load scenarios.\\r\\nSo we support compressing write requests when the user needs them.\",\n",
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       "     'message': 'PrimaryKey table is forbidden to backup/restore (#3985)\\n\\nBackup/restore does not support the PrimaryKey table. So the two operations are forbidden.',\n",
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       "     'message': \"Optimize small read on ORC(small row group index/stripe/file) (#3962)\\n\\nThis PR is to optimization read small orc file and small stripe. And what's more, we can put previous optimization on row group index into this framework.\\r\\n\\r\\nHandle Small File\\r\\n=======\\r\\nI set up a test environment of a lot of small hdfs files. All of them are small files under 2MB.\\r\\n\\r\\n```\\r\\n-rw-r-----   3 hadoop hadoop    1332877 2022-03-09 12:10 /user/zya/tpch_100g/lineitem_smallfile_zlib/012314_0\\r\\n-rw-r-----   3 hadoop hadoop    1328418 2022-03-09 12:11 /user/zya/tpch_100g/lineitem_smallfile_zlib/012315_0\\r\\n-rw-r-----   3 hadoop hadoop    1312973 2022-03-09 12:11 /user/zya/tpch_100g/lineitem_smallfile_zlib/012316_0\\r\\n-rw-r-----   3 hadoop hadoop    1304832 2022-03-09 12:11 /user/zya/tpch_100g/lineitem_smallfile_zlib/012317_0\\r\\n-rw-r-----   3 hadoop hadoop     878983 2022-03-09 12:10 /user/zya/tpch_100g/lineitem_smallfile_zlib/012318_0\\r\\n```\\r\\n\\r\\nRunning query\\r\\n> select count(*) from lineitem_smallfile;\\r\\n\\r\\nYou can see although IOBytes increased, but IOCounte decreased. And average bytes per IO is increase from (629.1MB / 257.963K ~= 2.69KB) to (16.72GB / 12.319K ~= 1.35MB)\\r\\n\\r\\nBefore optimization\\r\\n\\r\\n```\\r\\n         HDFS_SCAN_NODE (id=0):(Active: 8s861ms[8861568366ns], % non-child: 98.73%)\\r\\n             - BytesRead: 0.00 \\r\\n             - BytesReadDataNodeCache: 0.00 \\r\\n             - BytesReadFromDisk: 629.10 MB\\r\\n             - BytesReadLocal: 0.00 \\r\\n             - BytesReadRemote: 629.10 MB\\r\\n             - BytesReadShortCircuit: 0.00 \\r\\n             - BytesTotalRead: 629.10 MB\\r\\n             - IoCounter: 257.063K (257063)\\r\\n             - IoTime: 6m10s\\r\\n```\\r\\n\\r\\nAfter optimization\\r\\n```\\r\\n          HDFS_SCAN_NODE (id=0):(Active: 4s322ms[4322893106ns], % non-child: 97.17%)\\r\\n             - Table: lineitem_smallfile\\r\\n             - Predicates: \\r\\n             - PredicatesPartition: \\r\\n             - BytesRead: 16.72 GB\\r\\n             - ColumnConvertTime: 1s250ms\\r\\n             - ColumnReadTime: 16s355ms\\r\\n             - ExprFilterTime: 8.39ms\\r\\n             - HdfsIO: 0ns\\r\\n               - TotalBytesRead: 17.957812729B (17957812729)\\r\\n               - TotalLocalBytesRead: 0\\r\\n               - TotalShortCircuitBytesRead: 0\\r\\n               - TotalZeroCopyBytesRead: 0\\r\\n             - IoCounter: 12.319K (12319) // <=== exact file number\\r\\n             - IoTime: 2m17s\\r\\n```\\r\\n\\r\\n\\r\\nHandle Stripe Size\\r\\n=======\\r\\nI set up a test environment of a single file but with small stripe size. You can see a stripe size is abot 700K, and there are 350 stripes in a single file. \\r\\n\\r\\n> java -jar ~/installed/orc-tools-1.7.0-SNAPSHOT-uber.jar meta test_many_columns.orc\\r\\n\\r\\n```\\r\\n  Stripe 348:\\r\\n  Stripe 349:\\r\\n  Stripe 350:\\r\\nStripes:\\r\\n  Stripe: offset: 3 data: 722325 rows: 2864 tail: 1861 index: 9095\\r\\n  Stripe: offset: 733284 data: 763098 rows: 2864 tail: 1907 index: 9096\\r\\n  Stripe: offset: 1507385 data: 776631 rows: 2864 tail: 1880 index: 9097\\r\\n```\\r\\n\\r\\nNormally we don't have such small stripe size. Usually stripe size is about 256MB. But there are some bugs in SparkSQL may use small stripe size.\\r\\n- https://community.cloudera.com/t5/Support-Questions/Spark-ORC-Stripe-Size/td-p/189844\\r\\n- https://issues.apache.org/jira/browse/HIVE-13232\\r\\n\\r\\nRunning query \\r\\n> select max(c1) from test_many_columns;\\r\\n\\r\\nYou can see IOCounter is cut from 2451 down to 351.\\r\\n\\r\\nBefore optimization\\r\\n\\r\\n```\\r\\n          HDFS_SCAN_NODE (id=0):(Active: 2s771ms[2771719221ns], % non-child: 99.20%)\\r\\n             - BytesRead: 0.00 \\r\\n             - BytesReadDataNodeCache: 0.00 \\r\\n             - BytesReadFromDisk: 1.92 MB\\r\\n             - BytesReadLocal: 0.00 \\r\\n             - BytesReadRemote: 1.92 MB\\r\\n             - BytesReadShortCircuit: 0.00 \\r\\n             - BytesTotalRead: 1.92 MB\\r\\n             - ColumnConvertTime: 20.341ms\\r\\n             - ColumnReadTime: 1s814ms\\r\\n             - ExprFilterTime: 0ns\\r\\n             - GroupChunkRead: 0ns\\r\\n             - GroupDictDecode: 0ns\\r\\n             - GroupDictFilter: 0ns\\r\\n             - IoCounter: 2.451K (2451)\\r\\n             - IoTime: 1s772ms\\r\\n```\\r\\n\\r\\nAfter optimization\\r\\n\\r\\n```\\r\\n          HDFS_SCAN_NODE (id=0):(Active: 697.474ms[697474842ns], % non-child: 98.24%)\\r\\n             - Table: test_many_columns\\r\\n             - Predicates: \\r\\n             - PredicatesPartition: \\r\\n             - BytesRead: 255.89 MB\\r\\n             - ColumnConvertTime: 20.537ms\\r\\n             - ColumnReadTime: 676.219ms\\r\\n             - ExprFilterTime: 15.637us\\r\\n             - HdfsIO: 0ns\\r\\n               - TotalBytesRead: 268.315441M (268315441)\\r\\n               - TotalLocalBytesRead: 0\\r\\n               - TotalShortCircuitBytesRead: 0\\r\\n               - TotalZeroCopyBytesRead: 0\\r\\n             - IoCounter: 351 // <== exact stripe size + file footer read.\\r\\n             - IoTime: 612.488ms\\r\\n```\\r\\n\\r\\nAnd if we combine reads of stripes, we can save more IOCounter\\r\\n\\r\\n\\r\\n```\\r\\n          HDFS_SCAN_NODE (id=0):(Active: 643.709ms[643709229ns], % non-child: 97.69%)\\r\\n             - Table: test_many_columns\\r\\n             - Predicates: \\r\\n             - PredicatesPartition: \\r\\n             - BytesRead: 349.31 MB\\r\\n             - ColumnConvertTime: 22.263ms\\r\\n             - ColumnReadTime: 623.502ms\\r\\n             - ExprFilterTime: 11.235us\\r\\n             - HdfsIO: 0ns\\r\\n               - TotalBytesRead: 366.282951M (366282951)\\r\\n               - TotalLocalBytesRead: 0\\r\\n               - TotalShortCircuitBytesRead: 0\\r\\n               - TotalZeroCopyBytesRead: 0\\r\\n             - IoCounter: 176\\r\\n             - IoTime: 564.540ms\\r\\n ```\",\n",
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       "    'notifications_url': 'https://api.github.com/repos/amosnicodemos/node-open-mining-portal/notifications{?since,all,participating}',\n",
       "    'labels_url': 'https://api.github.com/repos/amosnicodemos/node-open-mining-portal/labels{/name}',\n",
       "    'releases_url': 'https://api.github.com/repos/amosnicodemos/node-open-mining-portal/releases{/id}',\n",
       "    'deployments_url': 'https://api.github.com/repos/amosnicodemos/node-open-mining-portal/deployments',\n",
       "    'created_at': '2022-03-28T12:36:14Z',\n",
       "    'updated_at': '2021-05-22T15:04:20Z',\n",
       "    'pushed_at': '2017-10-29T19:23:01Z',\n",
       "    'git_url': 'git://github.com/amosnicodemos/node-open-mining-portal.git',\n",
       "    'ssh_url': 'git@github.com:amosnicodemos/node-open-mining-portal.git',\n",
       "    'clone_url': 'https://github.com/amosnicodemos/node-open-mining-portal.git',\n",
       "    'svn_url': 'https://github.com/amosnicodemos/node-open-mining-portal',\n",
       "    'homepage': '',\n",
       "    'size': 144,\n",
       "    'stargazers_count': 0,\n",
       "    'watchers_count': 0,\n",
       "    'language': None,\n",
       "    'has_issues': False,\n",
       "    'has_projects': True,\n",
       "    'has_downloads': True,\n",
       "    'has_wiki': True,\n",
       "    'has_pages': False,\n",
       "    'forks_count': 0,\n",
       "    'mirror_url': None,\n",
       "    'archived': False,\n",
       "    'disabled': False,\n",
       "    'open_issues_count': 0,\n",
       "    'license': {'key': 'gpl-2.0',\n",
       "     'name': 'GNU General Public License v2.0',\n",
       "     'spdx_id': 'GPL-2.0',\n",
       "     'url': 'https://api.github.com/licenses/gpl-2.0',\n",
       "     'node_id': 'MDc6TGljZW5zZTg='},\n",
       "    'allow_forking': True,\n",
       "    'is_template': False,\n",
       "    'topics': [],\n",
       "    'visibility': 'public',\n",
       "    'forks': 0,\n",
       "    'open_issues': 0,\n",
       "    'watchers': 0,\n",
       "    'default_branch': 'main',\n",
       "    'public': True}},\n",
       "  'public': True,\n",
       "  'created_at': '2022-03-28T12:36:15Z'},\n",
       " {'id': '20972395069',\n",
       "  'type': 'CreateEvent',\n",
       "  'actor': {'id': 74411397,\n",
       "   'login': 'marouane-youssfi10',\n",
       "   'display_login': 'marouane-youssfi10',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/users/marouane-youssfi10',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/74411397?'},\n",
       "  'repo': {'id': 474994957,\n",
       "   'name': 'marouane-youssfi10/recipe-app-api',\n",
       "   'url': 'https://api.github.com/repos/marouane-youssfi10/recipe-app-api'},\n",
       "  'payload': {'ref': 'main',\n",
       "   'ref_type': 'branch',\n",
       "   'master_branch': 'main',\n",
       "   'description': None,\n",
       "   'pusher_type': 'user'},\n",
       "  'public': True,\n",
       "  'created_at': '2022-03-28T12:36:15Z'},\n",
       " {'id': '20972395075',\n",
       "  'type': 'CreateEvent',\n",
       "  'actor': {'id': 49699333,\n",
       "   'login': 'dependabot[bot]',\n",
       "   'display_login': 'dependabot',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/users/dependabot[bot]',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/49699333?'},\n",
       "  'repo': {'id': 310136530,\n",
       "   'name': 'aws-github-ops/pr-regex-exclude',\n",
       "   'url': 'https://api.github.com/repos/aws-github-ops/pr-regex-exclude'},\n",
       "  'payload': {'ref': 'dependabot/npm_and_yarn/minimist-1.2.6',\n",
       "   'ref_type': 'branch',\n",
       "   'master_branch': 'main',\n",
       "   'description': 'GitHub Action to autoclose some PRs',\n",
       "   'pusher_type': 'user'},\n",
       "  'public': True,\n",
       "  'created_at': '2022-03-28T12:36:15Z',\n",
       "  'org': {'id': 91704964,\n",
       "   'login': 'aws-github-ops',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/orgs/aws-github-ops',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/91704964?'}},\n",
       " {'id': '20972395025',\n",
       "  'type': 'PushEvent',\n",
       "  'actor': {'id': 25180681,\n",
       "   'login': 'renovate-bot',\n",
       "   'display_login': 'renovate-bot',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/users/renovate-bot',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/25180681?'},\n",
       "  'repo': {'id': 415112702,\n",
       "   'name': 'renovate-bot/nodejs-access-context-manager',\n",
       "   'url': 'https://api.github.com/repos/renovate-bot/nodejs-access-context-manager'},\n",
       "  'payload': {'push_id': 9467457887,\n",
       "   'size': 0,\n",
       "   'distinct_size': 0,\n",
       "   'ref': 'refs/heads/main',\n",
       "   'head': '53551c405bd0e83d16bb1ad0a00d4ce6b51f066e',\n",
       "   'before': '53551c405bd0e83d16bb1ad0a00d4ce6b51f066e',\n",
       "   'commits': []},\n",
       "  'public': True,\n",
       "  'created_at': '2022-03-28T12:36:15Z'}]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "640df639",
   "metadata": {},
   "source": [
    "## 观察payload的结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1fffb329",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {'key1': 'value1', 'key2': 'value2'}\n",
    "r = requests.get(\"http://httpbin.org/get\", params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d0b1a99f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://httpbin.org/get?key1=value1&key2=value2'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3d764611",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a9d4c46",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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